Dataset statistics
| Number of variables | 20 |
|---|---|
| Number of observations | 295700 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 45.1 MiB |
| Average record size in memory | 160.0 B |
Variable types
| Numeric | 20 |
|---|
CO (ppm) is highly overall correlated with Time (s) and 9 other fields | High correlation |
Heater voltage (V) is highly overall correlated with R4 (MOhm) and 9 other fields | High correlation |
R1 (MOhm) is highly overall correlated with R2 (MOhm) and 6 other fields | High correlation |
R2 (MOhm) is highly overall correlated with R1 (MOhm) and 5 other fields | High correlation |
R3 (MOhm) is highly overall correlated with R1 (MOhm) and 10 other fields | High correlation |
R4 (MOhm) is highly overall correlated with Humidity (%r.h.) and 14 other fields | High correlation |
R5 (MOhm) is highly overall correlated with R1 (MOhm) and 12 other fields | High correlation |
R6 (MOhm) is highly overall correlated with Heater voltage (V) and 13 other fields | High correlation |
R7 (MOhm) is highly overall correlated with Heater voltage (V) and 13 other fields | High correlation |
R8 (MOhm) is highly overall correlated with CO (ppm) and 12 other fields | High correlation |
R9 (MOhm) is highly overall correlated with CO (ppm) and 11 other fields | High correlation |
R10 (MOhm) is highly overall correlated with CO (ppm) and 12 other fields | High correlation |
R11 (MOhm) is highly overall correlated with CO (ppm) and 12 other fields | High correlation |
R12 (MOhm) is highly overall correlated with CO (ppm) and 11 other fields | High correlation |
R13 (MOhm) is highly overall correlated with CO (ppm) and 13 other fields | High correlation |
R14 (MOhm) is highly overall correlated with CO (ppm) and 12 other fields | High correlation |
Time (s) is highly overall correlated with CO (ppm) and 2 other fields | High correlation |
Humidity (%r.h.) is highly overall correlated with Time (s) and 3 other fields | High correlation |
Temperature (C) is highly overall correlated with Time (s) and 2 other fields | High correlation |
Flow rate (mL/min) is highly skewed (γ1 = -106.5818737) | Skewed |
Time (s) is uniformly distributed | Uniform |
Time (s) has unique values | Unique |
CO (ppm) has 32167 (10.9%) zeros | Zeros |
Reproduction
| Analysis started | 2022-12-20 08:26:17.223391 |
|---|---|
| Analysis finished | 2022-12-20 08:28:15.872079 |
| Duration | 1 minute and 58.65 seconds |
| Software version | pandas-profiling vv3.5.0 |
| Download configuration | config.json |
| Distinct | 295700 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 45435.14 |
| Minimum | 0 |
|---|---|
| Maximum | 90901.726 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4547.3458 |
| Q1 | 22696.214 |
| median | 45430.543 |
| Q3 | 68165.082 |
| 95-th percentile | 86357.276 |
| Maximum | 90901.726 |
| Range | 90901.726 |
| Interquartile range (IQR) | 45468.868 |
Descriptive statistics
| Standard deviation | 26245.705 |
|---|---|
| Coefficient of variation (CV) | 0.57765213 |
| Kurtosis | -1.2006406 |
| Mean | 45435.14 |
| Median Absolute Deviation (MAD) | 22734.512 |
| Skewness | 0.00081433363 |
| Sum | 1.3435171 × 1010 |
| Variance | 6.8883705 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 60621.301 | 1 | < 0.1% |
| 60593.253 | 1 | < 0.1% |
| 60592.948 | 1 | < 0.1% |
| 60592.643 | 1 | < 0.1% |
| 60592.339 | 1 | < 0.1% |
| 60592.034 | 1 | < 0.1% |
| 60591.729 | 1 | < 0.1% |
| 60591.425 | 1 | < 0.1% |
| 60591.12 | 1 | < 0.1% |
| Other values (295690) | 295690 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.311 | 1 | |
| 0.62 | 1 | |
| 0.93 | 1 | |
| 1.238 | 1 | |
| 1.547 | 1 | |
| 1.856 | 1 | |
| 2.165 | 1 | |
| 2.475 | 1 | |
| 2.784 | 1 |
| Value | Count | Frequency (%) |
| 90901.726 | 1 | |
| 90901.419 | 1 | |
| 90901.109 | 1 | |
| 90900.8 | 1 | |
| 90900.49 | 1 | |
| 90900.182 | 1 | |
| 90899.873 | 1 | |
| 90899.563 | 1 | |
| 90899.254 | 1 | |
| 90898.946 | 1 |
| Distinct | 298 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.9002665 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 32167 |
| Zeros (%) | 10.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4.44 |
| median | 8.89 |
| Q3 | 15.56 |
| 95-th percentile | 20 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 11.12 |
Descriptive statistics
| Standard deviation | 6.4269572 |
|---|---|
| Coefficient of variation (CV) | 0.64917013 |
| Kurtosis | -1.2332536 |
| Mean | 9.9002665 |
| Median Absolute Deviation (MAD) | 6.67 |
| Skewness | 0.0089353619 |
| Sum | 2927508.8 |
| Variance | 41.305779 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 32167 | |
| 15.56 | 29283 | |
| 6.67 | 29279 | |
| 2.22 | 29261 | |
| 13.33 | 29256 | |
| 17.78 | 29245 | |
| 11.11 | 29240 | |
| 8.89 | 29232 | |
| 4.44 | 29225 | |
| 20 | 29222 | |
| Other values (288) | 290 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 32167 | |
| 0.0932 | 1 | < 0.1% |
| 0.1889 | 1 | < 0.1% |
| 0.1954 | 1 | < 0.1% |
| 0.3556 | 1 | < 0.1% |
| 0.4418 | 1 | < 0.1% |
| 0.4884 | 1 | < 0.1% |
| 0.6349 | 1 | < 0.1% |
| 0.72 | 1 | < 0.1% |
| 0.92 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 20 | 29222 | |
| 19.48 | 1 | < 0.1% |
| 19.4272 | 1 | < 0.1% |
| 19.3429 | 1 | < 0.1% |
| 19.0399 | 1 | < 0.1% |
| 19.02 | 1 | < 0.1% |
| 18.9255 | 1 | < 0.1% |
| 18.7435 | 1 | < 0.1% |
| 18.7203 | 1 | < 0.1% |
| 18.5204 | 1 | < 0.1% |
Humidity (%r.h.)
Real number (ℝ)
| Distinct | 27898 |
|---|---|
| Distinct (%) | 9.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 45.607506 |
| Minimum | 16.43 |
|---|---|
| Maximum | 72.98 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 16.43 |
|---|---|
| 5-th percentile | 23.14 |
| Q1 | 36.14 |
| median | 46.7 |
| Q3 | 55.37 |
| 95-th percentile | 64.89 |
| Maximum | 72.98 |
| Range | 56.55 |
| Interquartile range (IQR) | 19.23 |
Descriptive statistics
| Standard deviation | 12.445601 |
|---|---|
| Coefficient of variation (CV) | 0.27288493 |
| Kurtosis | -0.72734198 |
| Mean | 45.607506 |
| Median Absolute Deviation (MAD) | 9.5 |
| Skewness | -0.16843245 |
| Sum | 13486140 |
| Variance | 154.89299 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 21.98 | 2690 | 0.9% |
| 48.69 | 2465 | 0.8% |
| 32.93 | 2391 | 0.8% |
| 46.7 | 2219 | 0.8% |
| 22.53 | 2197 | 0.7% |
| 47.74 | 2157 | 0.7% |
| 30.75 | 1796 | 0.6% |
| 38.25 | 1717 | 0.6% |
| 37.72 | 1714 | 0.6% |
| 36.14 | 1695 | 0.6% |
| Other values (27888) | 274659 |
| Value | Count | Frequency (%) |
| 16.43 | 571 | |
| 16.4332 | 1 | < 0.1% |
| 16.4336 | 1 | < 0.1% |
| 16.463 | 1 | < 0.1% |
| 16.4852 | 1 | < 0.1% |
| 16.4928 | 1 | < 0.1% |
| 16.5155 | 1 | < 0.1% |
| 16.5369 | 1 | < 0.1% |
| 16.5572 | 1 | < 0.1% |
| 16.5678 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 72.98 | 9 | |
| 72.9733 | 1 | < 0.1% |
| 72.9665 | 1 | < 0.1% |
| 72.9291 | 1 | < 0.1% |
| 72.8846 | 1 | < 0.1% |
| 72.8642 | 1 | < 0.1% |
| 72.8404 | 1 | < 0.1% |
| 72.7622 | 1 | < 0.1% |
| 72.7406 | 1 | < 0.1% |
| 72.6603 | 1 | < 0.1% |
Temperature (C)
Real number (ℝ)
| Distinct | 9587 |
|---|---|
| Distinct (%) | 3.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.720057 |
| Minimum | 25.38 |
|---|---|
| Maximum | 27.42 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 25.38 |
|---|---|
| 5-th percentile | 26.14 |
| Q1 | 26.38 |
| median | 26.66 |
| Q3 | 27.06 |
| 95-th percentile | 27.34 |
| Maximum | 27.42 |
| Range | 2.04 |
| Interquartile range (IQR) | 0.68 |
Descriptive statistics
| Standard deviation | 0.41802048 |
|---|---|
| Coefficient of variation (CV) | 0.015644446 |
| Kurtosis | -0.47508593 |
| Mean | 26.720057 |
| Median Absolute Deviation (MAD) | 0.32 |
| Skewness | -0.14315807 |
| Sum | 7901120.7 |
| Variance | 0.17474113 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 27.34 | 19184 | 6.5% |
| 26.46 | 18310 | 6.2% |
| 26.3 | 17739 | 6.0% |
| 26.94 | 16232 | 5.5% |
| 26.34 | 15926 | 5.4% |
| 26.38 | 14097 | 4.8% |
| 27.3 | 12556 | 4.2% |
| 27.02 | 12137 | 4.1% |
| 26.5 | 9885 | 3.3% |
| 26.62 | 9492 | 3.2% |
| Other values (9577) | 150142 |
| Value | Count | Frequency (%) |
| 25.38 | 39 | |
| 25.3801 | 1 | < 0.1% |
| 25.381 | 1 | < 0.1% |
| 25.3813 | 1 | < 0.1% |
| 25.3817 | 1 | < 0.1% |
| 25.3829 | 1 | < 0.1% |
| 25.3842 | 1 | < 0.1% |
| 25.3847 | 1 | < 0.1% |
| 25.385 | 1 | < 0.1% |
| 25.3853 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 27.42 | 3968 | |
| 27.4199 | 1 | < 0.1% |
| 27.4198 | 2 | < 0.1% |
| 27.4197 | 2 | < 0.1% |
| 27.4194 | 2 | < 0.1% |
| 27.4193 | 2 | < 0.1% |
| 27.4191 | 3 | < 0.1% |
| 27.4188 | 3 | < 0.1% |
| 27.4187 | 3 | < 0.1% |
| 27.4185 | 2 | < 0.1% |
Flow rate (mL/min)
Real number (ℝ)
| Distinct | 10141 |
|---|---|
| Distinct (%) | 3.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 239.94368 |
| Minimum | 0 |
|---|---|
| Maximum | 262.3167 |
| Zeros | 9 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 239.7804 |
| Q1 | 239.9042 |
| median | 239.9716 |
| Q3 | 240.0366 |
| 95-th percentile | 240.1539 |
| Maximum | 262.3167 |
| Range | 262.3167 |
| Interquartile range (IQR) | 0.1324 |
Descriptive statistics
| Standard deviation | 1.6978476 |
|---|---|
| Coefficient of variation (CV) | 0.0070760255 |
| Kurtosis | 13702.597 |
| Mean | 239.94368 |
| Median Absolute Deviation (MAD) | 0.0661 |
| Skewness | -106.58187 |
| Sum | 70951346 |
| Variance | 2.8826865 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 239.9813 | 165 | 0.1% |
| 239.9849 | 156 | 0.1% |
| 239.9718 | 155 | 0.1% |
| 239.9603 | 154 | 0.1% |
| 239.9899 | 153 | 0.1% |
| 239.9982 | 149 | 0.1% |
| 239.9684 | 149 | 0.1% |
| 239.9663 | 149 | 0.1% |
| 239.968 | 148 | 0.1% |
| 239.9562 | 148 | 0.1% |
| Other values (10131) | 294174 |
| Value | Count | Frequency (%) |
| 0 | 9 | |
| 46.007 | 1 | < 0.1% |
| 78.7149 | 1 | < 0.1% |
| 98.2493 | 1 | < 0.1% |
| 108.1472 | 1 | < 0.1% |
| 113.2209 | 1 | < 0.1% |
| 137.5795 | 1 | < 0.1% |
| 142.7711 | 1 | < 0.1% |
| 147.7577 | 1 | < 0.1% |
| 150.323 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 262.3167 | 1 | |
| 262.194 | 1 | |
| 261.5007 | 1 | |
| 257.8038 | 1 | |
| 256.6258 | 1 | |
| 255.0934 | 1 | |
| 254.9916 | 1 | |
| 253.6842 | 1 | |
| 253.3055 | 1 | |
| 253.0903 | 1 |
Heater voltage (V)
Real number (ℝ)
| Distinct | 1767 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.35521151 |
| Minimum | 0.199 |
|---|---|
| Maximum | 0.901 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.199 |
|---|---|
| 5-th percentile | 0.2 |
| Q1 | 0.2 |
| median | 0.2 |
| Q3 | 0.207 |
| 95-th percentile | 0.899 |
| Maximum | 0.901 |
| Range | 0.702 |
| Interquartile range (IQR) | 0.007 |
Descriptive statistics
| Standard deviation | 0.28857218 |
|---|---|
| Coefficient of variation (CV) | 0.81239536 |
| Kurtosis | -0.20472394 |
| Mean | 0.35521151 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.3374233 |
| Sum | 105036.04 |
| Variance | 0.083273903 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.2 | 162993 | |
| 0.899 | 26175 | 8.9% |
| 0.201 | 9138 | 3.1% |
| 0.898 | 6944 | 2.3% |
| 0.202 | 2837 | 1.0% |
| 0.2001 | 2419 | 0.8% |
| 0.2008 | 2411 | 0.8% |
| 0.2005 | 2374 | 0.8% |
| 0.2003 | 2374 | 0.8% |
| 0.2007 | 2333 | 0.8% |
| Other values (1757) | 75702 |
| Value | Count | Frequency (%) |
| 0.199 | 1053 | |
| 0.1991 | 1340 | |
| 0.1992 | 1433 | |
| 0.1993 | 1308 | |
| 0.1994 | 1394 | |
| 0.1995 | 1348 | |
| 0.1996 | 1274 | |
| 0.1997 | 1401 | |
| 0.1998 | 1283 | |
| 0.1999 | 1262 |
| Value | Count | Frequency (%) |
| 0.901 | 2 | < 0.1% |
| 0.9009 | 9 | |
| 0.9008 | 10 | |
| 0.9007 | 4 | < 0.1% |
| 0.9006 | 6 | |
| 0.9005 | 8 | |
| 0.9004 | 8 | |
| 0.9003 | 7 | |
| 0.9002 | 9 | |
| 0.9001 | 8 |
R1 (MOhm)
Real number (ℝ)
| Distinct | 8516 |
|---|---|
| Distinct (%) | 2.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.198374 |
| Minimum | 0.0324 |
|---|---|
| Maximum | 119.5851 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0324 |
|---|---|
| 5-th percentile | 0.0784 |
| Q1 | 0.4048 |
| median | 1.7121 |
| Q3 | 25.8504 |
| 95-th percentile | 66.0296 |
| Maximum | 119.5851 |
| Range | 119.5527 |
| Interquartile range (IQR) | 25.4456 |
Descriptive statistics
| Standard deviation | 22.58311 |
|---|---|
| Coefficient of variation (CV) | 1.4858899 |
| Kurtosis | 1.011069 |
| Mean | 15.198374 |
| Median Absolute Deviation (MAD) | 1.6301 |
| Skewness | 1.4693205 |
| Sum | 4494159.2 |
| Variance | 509.99686 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 69.1448 | 697 | 0.2% |
| 0.0946 | 681 | 0.2% |
| 67.0368 | 657 | 0.2% |
| 0.095 | 656 | 0.2% |
| 70.2486 | 651 | 0.2% |
| 68.0747 | 646 | 0.2% |
| 68.5571 | 646 | 0.2% |
| 0.0944 | 643 | 0.2% |
| 67.5047 | 641 | 0.2% |
| 0.0947 | 640 | 0.2% |
| Other values (8506) | 289142 |
| Value | Count | Frequency (%) |
| 0.0324 | 1 | < 0.1% |
| 0.0325 | 1 | < 0.1% |
| 0.0326 | 1 | < 0.1% |
| 0.0328 | 2 | |
| 0.0329 | 2 | |
| 0.0332 | 1 | < 0.1% |
| 0.0333 | 1 | < 0.1% |
| 0.0334 | 3 | |
| 0.0336 | 4 | |
| 0.0339 | 2 |
| Value | Count | Frequency (%) |
| 119.5851 | 1 | < 0.1% |
| 114.818 | 1 | < 0.1% |
| 111.9292 | 2 | < 0.1% |
| 110.6632 | 1 | < 0.1% |
| 109.181 | 8 | < 0.1% |
| 107.9756 | 8 | < 0.1% |
| 106.5634 | 11 | |
| 105.4143 | 14 | |
| 104.0673 | 16 | |
| 102.9706 | 27 |
R2 (MOhm)
Real number (ℝ)
| Distinct | 8254 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.440031 |
| Minimum | 0.0555 |
|---|---|
| Maximum | 142.5199 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0555 |
|---|---|
| 5-th percentile | 0.1396 |
| Q1 | 0.4814 |
| median | 1.3664 |
| Q3 | 29.0583 |
| 95-th percentile | 76.9383 |
| Maximum | 142.5199 |
| Range | 142.4644 |
| Interquartile range (IQR) | 28.5769 |
Descriptive statistics
| Standard deviation | 26.665302 |
|---|---|
| Coefficient of variation (CV) | 1.528971 |
| Kurtosis | 0.50207678 |
| Mean | 17.440031 |
| Median Absolute Deviation (MAD) | 1.2248 |
| Skewness | 1.390529 |
| Sum | 5157017.3 |
| Variance | 711.03832 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 79.0683 | 1053 | 0.4% |
| 78.3034 | 1020 | 0.3% |
| 76.9383 | 1013 | 0.3% |
| 79.7171 | 1008 | 0.3% |
| 80.5097 | 1004 | 0.3% |
| 77.677 | 1001 | 0.3% |
| 76.3332 | 994 | 0.3% |
| 81.1822 | 925 | 0.3% |
| 74.3444 | 925 | 0.3% |
| 75.0345 | 906 | 0.3% |
| Other values (8244) | 285851 |
| Value | Count | Frequency (%) |
| 0.0555 | 1 | |
| 0.0571 | 1 | |
| 0.0573 | 1 | |
| 0.0575 | 2 | |
| 0.0576 | 1 | |
| 0.0579 | 1 | |
| 0.058 | 1 | |
| 0.0581 | 1 | |
| 0.0582 | 1 | |
| 0.0584 | 2 |
| Value | Count | Frequency (%) |
| 142.5199 | 1 | < 0.1% |
| 140.0805 | 1 | < 0.1% |
| 128.0195 | 1 | < 0.1% |
| 121.0628 | 1 | < 0.1% |
| 114.818 | 4 | < 0.1% |
| 113.4868 | 4 | < 0.1% |
| 111.9292 | 6 | < 0.1% |
| 110.6632 | 10 | |
| 109.181 | 16 | |
| 107.9756 | 18 |
R3 (MOhm)
Real number (ℝ)
| Distinct | 8225 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.151461 |
| Minimum | 0.0541 |
|---|---|
| Maximum | 127.2483 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0541 |
|---|---|
| 5-th percentile | 0.1119 |
| Q1 | 0.5794 |
| median | 4.0667 |
| Q3 | 44.8858 |
| 95-th percentile | 80.6932 |
| Maximum | 127.2483 |
| Range | 127.1942 |
| Interquartile range (IQR) | 44.3064 |
Descriptive statistics
| Standard deviation | 28.585001 |
|---|---|
| Coefficient of variation (CV) | 1.2904341 |
| Kurtosis | -0.32559064 |
| Mean | 22.151461 |
| Median Absolute Deviation (MAD) | 3.9529 |
| Skewness | 1.0481245 |
| Sum | 6550186.9 |
| Variance | 817.10227 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 82.2033 | 1125 | 0.4% |
| 83.7703 | 1124 | 0.4% |
| 83.0507 | 1119 | 0.4% |
| 81.51 | 1099 | 0.4% |
| 80.0247 | 1036 | 0.4% |
| 85.3974 | 1032 | 0.3% |
| 80.6932 | 1029 | 0.3% |
| 84.6501 | 1006 | 0.3% |
| 78.592 | 970 | 0.3% |
| 79.2369 | 951 | 0.3% |
| Other values (8215) | 285209 |
| Value | Count | Frequency (%) |
| 0.0541 | 1 | |
| 0.0556 | 1 | |
| 0.0564 | 1 | |
| 0.0568 | 2 | |
| 0.057 | 1 | |
| 0.0573 | 2 | |
| 0.0576 | 1 | |
| 0.0578 | 2 | |
| 0.058 | 1 | |
| 0.0581 | 2 |
| Value | Count | Frequency (%) |
| 127.2483 | 1 | < 0.1% |
| 117.1484 | 1 | < 0.1% |
| 112.8031 | 6 | < 0.1% |
| 111.2549 | 5 | < 0.1% |
| 109.9965 | 21 | < 0.1% |
| 108.5233 | 34 | |
| 107.3251 | 46 | |
| 105.9214 | 49 | |
| 104.7792 | 68 | |
| 103.4404 | 72 |
R4 (MOhm)
Real number (ℝ)
| Distinct | 7637 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.759571 |
| Minimum | 0.0394 |
|---|---|
| Maximum | 78.4601 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0394 |
|---|---|
| 5-th percentile | 0.1019 |
| Q1 | 1.9436 |
| median | 19.9434 |
| Q3 | 31.755 |
| 95-th percentile | 47.8312 |
| Maximum | 78.4601 |
| Range | 78.4207 |
| Interquartile range (IQR) | 29.8114 |
Descriptive statistics
| Standard deviation | 16.41262 |
|---|---|
| Coefficient of variation (CV) | 0.83061619 |
| Kurtosis | -0.7307006 |
| Mean | 19.759571 |
| Median Absolute Deviation (MAD) | 14.477 |
| Skewness | 0.39552322 |
| Sum | 5842905.2 |
| Variance | 269.37408 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 30.5466 | 904 | 0.3% |
| 30.1786 | 887 | 0.3% |
| 31.755 | 882 | 0.3% |
| 30.2927 | 878 | 0.3% |
| 32.1616 | 875 | 0.3% |
| 30.0429 | 871 | 0.3% |
| 32.3167 | 863 | 0.3% |
| 30.9473 | 863 | 0.3% |
| 31.4812 | 862 | 0.3% |
| 32.6048 | 857 | 0.3% |
| Other values (7627) | 286958 |
| Value | Count | Frequency (%) |
| 0.0394 | 1 | |
| 0.0403 | 1 | |
| 0.0407 | 1 | |
| 0.0409 | 1 | |
| 0.041 | 1 | |
| 0.0413 | 1 | |
| 0.0415 | 1 | |
| 0.0417 | 1 | |
| 0.0418 | 1 | |
| 0.0421 | 1 |
| Value | Count | Frequency (%) |
| 78.4601 | 1 | < 0.1% |
| 77.5789 | 1 | < 0.1% |
| 76.8594 | 5 | < 0.1% |
| 76.0133 | 10 | < 0.1% |
| 75.3221 | 14 | < 0.1% |
| 74.5089 | 23 | |
| 73.8444 | 28 | |
| 73.0622 | 34 | |
| 72.4229 | 44 | |
| 71.6701 | 47 |
R5 (MOhm)
Real number (ℝ)
| Distinct | 7903 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 31.360319 |
| Minimum | 0.048 |
|---|---|
| Maximum | 194.6753 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.048 |
|---|---|
| 5-th percentile | 0.115 |
| Q1 | 1.7201 |
| median | 32.317 |
| Q3 | 51.4875 |
| 95-th percentile | 78.1461 |
| Maximum | 194.6753 |
| Range | 194.6273 |
| Interquartile range (IQR) | 49.7674 |
Descriptive statistics
| Standard deviation | 27.068315 |
|---|---|
| Coefficient of variation (CV) | 0.86313902 |
| Kurtosis | -0.97962943 |
| Mean | 31.360319 |
| Median Absolute Deviation (MAD) | 25.2975 |
| Skewness | 0.35565346 |
| Sum | 9273246.4 |
| Variance | 732.6937 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 48.0682 | 1324 | 0.4% |
| 48.3116 | 1308 | 0.4% |
| 49.1574 | 1279 | 0.4% |
| 48.8555 | 1263 | 0.4% |
| 49.9804 | 1253 | 0.4% |
| 47.7793 | 1253 | 0.4% |
| 48.6068 | 1250 | 0.4% |
| 46.0259 | 1246 | 0.4% |
| 50.562 | 1237 | 0.4% |
| 49.4117 | 1235 | 0.4% |
| Other values (7893) | 283052 |
| Value | Count | Frequency (%) |
| 0.048 | 1 | |
| 0.0482 | 1 | |
| 0.0491 | 1 | |
| 0.0494 | 1 | |
| 0.0495 | 1 | |
| 0.0496 | 1 | |
| 0.0502 | 2 | |
| 0.0503 | 1 | |
| 0.0505 | 2 | |
| 0.0506 | 1 |
| Value | Count | Frequency (%) |
| 194.6753 | 1 | < 0.1% |
| 139.7992 | 1 | < 0.1% |
| 126.116 | 2 | < 0.1% |
| 124.1949 | 3 | < 0.1% |
| 122.6378 | 2 | < 0.1% |
| 120.8197 | 5 | < 0.1% |
| 119.345 | 11 | |
| 117.6218 | 7 | < 0.1% |
| 116.223 | 13 | |
| 114.5874 | 22 |
R6 (MOhm)
Real number (ℝ)
| Distinct | 7880 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28.601243 |
| Minimum | 0.0493 |
|---|---|
| Maximum | 122.0913 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0493 |
|---|---|
| 5-th percentile | 0.1241 |
| Q1 | 1.5086 |
| median | 22.5929 |
| Q3 | 49.6055 |
| 95-th percentile | 78.4368 |
| Maximum | 122.0913 |
| Range | 122.042 |
| Interquartile range (IQR) | 48.0969 |
Descriptive statistics
| Standard deviation | 27.19827 |
|---|---|
| Coefficient of variation (CV) | 0.95094715 |
| Kurtosis | -0.86697661 |
| Mean | 28.601243 |
| Median Absolute Deviation (MAD) | 22.4563 |
| Skewness | 0.56225107 |
| Sum | 8457387.4 |
| Variance | 739.74591 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 48.4314 | 1125 | 0.4% |
| 78.4368 | 1122 | 0.4% |
| 79.1164 | 1120 | 0.4% |
| 47.5609 | 1113 | 0.4% |
| 80.6531 | 1103 | 0.4% |
| 49.0116 | 1101 | 0.4% |
| 79.9474 | 1096 | 0.4% |
| 75.5789 | 1093 | 0.4% |
| 46.7691 | 1089 | 0.4% |
| 47.3106 | 1085 | 0.4% |
| Other values (7870) | 284653 |
| Value | Count | Frequency (%) |
| 0.0493 | 1 | < 0.1% |
| 0.0496 | 1 | < 0.1% |
| 0.0497 | 2 | |
| 0.05 | 2 | |
| 0.0501 | 2 | |
| 0.0502 | 1 | < 0.1% |
| 0.0504 | 1 | < 0.1% |
| 0.0505 | 1 | < 0.1% |
| 0.0508 | 4 | |
| 0.0509 | 2 |
| Value | Count | Frequency (%) |
| 122.0913 | 1 | < 0.1% |
| 116.8232 | 5 | < 0.1% |
| 115.3585 | 4 | < 0.1% |
| 113.6483 | 16 | < 0.1% |
| 112.2611 | 20 | < 0.1% |
| 110.6402 | 31 | < 0.1% |
| 109.3244 | 47 | < 0.1% |
| 107.7859 | 58 | |
| 106.5363 | 81 | |
| 105.0741 | 130 |
R7 (MOhm)
Real number (ℝ)
| Distinct | 7805 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 31.640992 |
| Minimum | 0.0517 |
|---|---|
| Maximum | 177.9975 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0517 |
|---|---|
| 5-th percentile | 0.122 |
| Q1 | 1.80335 |
| median | 31.2996 |
| Q3 | 52.4174 |
| 95-th percentile | 79.8631 |
| Maximum | 177.9975 |
| Range | 177.9458 |
| Interquartile range (IQR) | 50.61405 |
Descriptive statistics
| Standard deviation | 27.612186 |
|---|---|
| Coefficient of variation (CV) | 0.87267131 |
| Kurtosis | -1.0274588 |
| Mean | 31.640992 |
| Median Absolute Deviation (MAD) | 25.8911 |
| Skewness | 0.37097159 |
| Sum | 9356241.3 |
| Variance | 762.43281 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 49.6787 | 1291 | 0.4% |
| 51.7898 | 1275 | 0.4% |
| 48.8606 | 1258 | 0.4% |
| 49.4202 | 1257 | 0.4% |
| 47.2542 | 1251 | 0.4% |
| 47.778 | 1250 | 0.4% |
| 48.3134 | 1247 | 0.4% |
| 50.5778 | 1243 | 0.4% |
| 48.0199 | 1237 | 0.4% |
| 52.7077 | 1235 | 0.4% |
| Other values (7795) | 283156 |
| Value | Count | Frequency (%) |
| 0.0517 | 1 | |
| 0.0533 | 1 | |
| 0.054 | 1 | |
| 0.0541 | 1 | |
| 0.0543 | 1 | |
| 0.0544 | 1 | |
| 0.0545 | 1 | |
| 0.0546 | 1 | |
| 0.0547 | 1 | |
| 0.055 | 1 |
| Value | Count | Frequency (%) |
| 177.9975 | 1 | < 0.1% |
| 158.8826 | 1 | < 0.1% |
| 134.7263 | 1 | < 0.1% |
| 126.9913 | 1 | < 0.1% |
| 123.4452 | 1 | < 0.1% |
| 120.0904 | 1 | < 0.1% |
| 116.9118 | 1 | < 0.1% |
| 115.5214 | 2 | < 0.1% |
| 113.8957 | 7 | |
| 112.5752 | 8 |
R8 (MOhm)
Real number (ℝ)
| Distinct | 6189 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.658295 |
| Minimum | 0.0334 |
|---|---|
| Maximum | 93.4149 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0334 |
|---|---|
| 5-th percentile | 0.0995 |
| Q1 | 11.6987 |
| median | 26.4721 |
| Q3 | 40.4129 |
| 95-th percentile | 60.1664 |
| Maximum | 93.4149 |
| Range | 93.3815 |
| Interquartile range (IQR) | 28.7142 |
Descriptive statistics
| Standard deviation | 19.523869 |
|---|---|
| Coefficient of variation (CV) | 0.73237502 |
| Kurtosis | -0.80749036 |
| Mean | 26.658295 |
| Median Absolute Deviation (MAD) | 14.166 |
| Skewness | 0.17367338 |
| Sum | 7882857.8 |
| Variance | 381.18147 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 44.7437 | 999 | 0.3% |
| 49.7495 | 998 | 0.3% |
| 48.2257 | 996 | 0.3% |
| 43.5025 | 984 | 0.3% |
| 0.1003 | 984 | 0.3% |
| 50.6634 | 983 | 0.3% |
| 0.1001 | 979 | 0.3% |
| 48.5445 | 978 | 0.3% |
| 47.6519 | 978 | 0.3% |
| 45.7687 | 976 | 0.3% |
| Other values (6179) | 285845 |
| Value | Count | Frequency (%) |
| 0.0334 | 1 | < 0.1% |
| 0.0337 | 1 | < 0.1% |
| 0.0338 | 1 | < 0.1% |
| 0.0341 | 1 | < 0.1% |
| 0.0342 | 2 | |
| 0.0344 | 4 | |
| 0.0345 | 1 | < 0.1% |
| 0.0348 | 2 | |
| 0.035 | 1 | < 0.1% |
| 0.0352 | 4 |
| Value | Count | Frequency (%) |
| 93.4149 | 1 | < 0.1% |
| 92.4523 | 1 | < 0.1% |
| 91.3229 | 1 | < 0.1% |
| 89.3217 | 2 | < 0.1% |
| 87.4055 | 4 | < 0.1% |
| 86.5611 | 7 | < 0.1% |
| 85.5689 | 6 | < 0.1% |
| 84.7592 | 9 | |
| 83.8072 | 19 | |
| 83.03 | 16 |
R9 (MOhm)
Real number (ℝ)
| Distinct | 6189 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.000006 |
| Minimum | 0.0291 |
|---|---|
| Maximum | 109.1693 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0291 |
|---|---|
| 5-th percentile | 0.0966 |
| Q1 | 8.446 |
| median | 21.5685 |
| Q3 | 35.5041 |
| 95-th percentile | 55.2214 |
| Maximum | 109.1693 |
| Range | 109.1402 |
| Interquartile range (IQR) | 27.0581 |
Descriptive statistics
| Standard deviation | 17.919762 |
|---|---|
| Coefficient of variation (CV) | 0.7791199 |
| Kurtosis | -0.69821032 |
| Mean | 23.000006 |
| Median Absolute Deviation (MAD) | 13.768 |
| Skewness | 0.37807552 |
| Sum | 6801101.6 |
| Variance | 321.11787 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.097 | 2933 | 1.0% |
| 0.0971 | 2864 | 1.0% |
| 0.0968 | 2749 | 0.9% |
| 0.0972 | 2700 | 0.9% |
| 0.0976 | 2694 | 0.9% |
| 0.0975 | 2641 | 0.9% |
| 0.0973 | 2612 | 0.9% |
| 0.0967 | 2502 | 0.8% |
| 0.0977 | 2442 | 0.8% |
| 0.0978 | 2240 | 0.8% |
| Other values (6179) | 269323 |
| Value | Count | Frequency (%) |
| 0.0291 | 2 | < 0.1% |
| 0.0293 | 1 | < 0.1% |
| 0.0294 | 2 | < 0.1% |
| 0.0296 | 2 | < 0.1% |
| 0.0297 | 3 | |
| 0.0299 | 3 | |
| 0.03 | 3 | |
| 0.0301 | 2 | < 0.1% |
| 0.0302 | 4 | |
| 0.0303 | 6 |
| Value | Count | Frequency (%) |
| 109.1693 | 1 | < 0.1% |
| 79.4435 | 1 | < 0.1% |
| 78.6328 | 3 | < 0.1% |
| 77.9697 | 3 | < 0.1% |
| 77.1883 | 8 | < 0.1% |
| 76.5489 | 9 | < 0.1% |
| 75.7953 | 10 | |
| 75.1784 | 14 | |
| 74.4511 | 11 | |
| 73.8555 | 24 |
R10 (MOhm)
Real number (ℝ)
| Distinct | 6419 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.417975 |
| Minimum | 0.0368 |
|---|---|
| Maximum | 92.5828 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0368 |
|---|---|
| 5-th percentile | 0.1178 |
| Q1 | 7.5607 |
| median | 23.1211 |
| Q3 | 39.8853 |
| 95-th percentile | 62.3092 |
| Maximum | 92.5828 |
| Range | 92.546 |
| Interquartile range (IQR) | 32.3246 |
Descriptive statistics
| Standard deviation | 20.410103 |
|---|---|
| Coefficient of variation (CV) | 0.80297911 |
| Kurtosis | -0.74202342 |
| Mean | 25.417975 |
| Median Absolute Deviation (MAD) | 16.3963 |
| Skewness | 0.42721701 |
| Sum | 7516095.3 |
| Variance | 416.57231 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1191 | 1904 | 0.6% |
| 0.1193 | 1891 | 0.6% |
| 0.1195 | 1850 | 0.6% |
| 0.1194 | 1796 | 0.6% |
| 0.119 | 1750 | 0.6% |
| 0.1198 | 1734 | 0.6% |
| 0.1197 | 1732 | 0.6% |
| 0.1188 | 1618 | 0.5% |
| 0.1201 | 1585 | 0.5% |
| 0.1199 | 1557 | 0.5% |
| Other values (6409) | 278283 |
| Value | Count | Frequency (%) |
| 0.0368 | 1 | < 0.1% |
| 0.0373 | 2 | |
| 0.0375 | 1 | < 0.1% |
| 0.0377 | 1 | < 0.1% |
| 0.0378 | 1 | < 0.1% |
| 0.0379 | 2 | |
| 0.038 | 2 | |
| 0.0381 | 2 | |
| 0.0383 | 2 | |
| 0.0385 | 3 |
| Value | Count | Frequency (%) |
| 92.5828 | 1 | < 0.1% |
| 91.7066 | 2 | < 0.1% |
| 90.6767 | 2 | < 0.1% |
| 89.8357 | 3 | < 0.1% |
| 88.8467 | 5 | < 0.1% |
| 88.0388 | 6 | < 0.1% |
| 87.0883 | 4 | < 0.1% |
| 86.3116 | 4 | < 0.1% |
| 85.3974 | 15 | |
| 84.6501 | 21 |
R11 (MOhm)
Real number (ℝ)
| Distinct | 6283 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.205435 |
| Minimum | 0.0309 |
|---|---|
| Maximum | 105.0967 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0309 |
|---|---|
| 5-th percentile | 0.1077 |
| Q1 | 10.2988 |
| median | 26.6826 |
| Q3 | 41.7351 |
| 95-th percentile | 62.498 |
| Maximum | 105.0967 |
| Range | 105.0658 |
| Interquartile range (IQR) | 31.4363 |
Descriptive statistics
| Standard deviation | 20.348773 |
|---|---|
| Coefficient of variation (CV) | 0.74796722 |
| Kurtosis | -0.82573732 |
| Mean | 27.205435 |
| Median Absolute Deviation (MAD) | 15.2742 |
| Skewness | 0.22709094 |
| Sum | 8044647 |
| Variance | 414.07258 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1081 | 2769 | 0.9% |
| 0.1084 | 2630 | 0.9% |
| 0.108 | 2627 | 0.9% |
| 0.1082 | 2624 | 0.9% |
| 0.1086 | 2520 | 0.9% |
| 0.1085 | 2509 | 0.8% |
| 0.1078 | 2451 | 0.8% |
| 0.1088 | 2223 | 0.8% |
| 0.1089 | 1970 | 0.7% |
| 0.109 | 1901 | 0.6% |
| Other values (6273) | 271476 |
| Value | Count | Frequency (%) |
| 0.0309 | 1 | < 0.1% |
| 0.0311 | 2 | < 0.1% |
| 0.0313 | 4 | |
| 0.0315 | 2 | < 0.1% |
| 0.0316 | 3 | |
| 0.0317 | 2 | < 0.1% |
| 0.0318 | 1 | < 0.1% |
| 0.0319 | 3 | |
| 0.032 | 3 | |
| 0.0321 | 5 |
| Value | Count | Frequency (%) |
| 105.0967 | 1 | < 0.1% |
| 103.7538 | 1 | < 0.1% |
| 88.3056 | 1 | < 0.1% |
| 87.3522 | 3 | < 0.1% |
| 86.5731 | 14 | < 0.1% |
| 85.6562 | 15 | < 0.1% |
| 84.9067 | 17 | |
| 84.0241 | 32 | |
| 83.3024 | 24 | |
| 82.4524 | 41 |
R12 (MOhm)
Real number (ℝ)
| Distinct | 6277 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.201259 |
| Minimum | 0.0327 |
|---|---|
| Maximum | 129.9261 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0327 |
|---|---|
| 5-th percentile | 0.1074 |
| Q1 | 9.4567 |
| median | 25.286 |
| Q3 | 38.997 |
| 95-th percentile | 55.4749 |
| Maximum | 129.9261 |
| Range | 129.8934 |
| Interquartile range (IQR) | 29.5403 |
Descriptive statistics
| Standard deviation | 18.56053 |
|---|---|
| Coefficient of variation (CV) | 0.73649214 |
| Kurtosis | -0.80153752 |
| Mean | 25.201259 |
| Median Absolute Deviation (MAD) | 14.0814 |
| Skewness | 0.17124826 |
| Sum | 7452012.4 |
| Variance | 344.49326 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1086 | 1288 | 0.4% |
| 0.1083 | 1262 | 0.4% |
| 0.1084 | 1250 | 0.4% |
| 0.1088 | 1243 | 0.4% |
| 0.1087 | 1230 | 0.4% |
| 0.1082 | 1178 | 0.4% |
| 0.109 | 1162 | 0.4% |
| 0.108 | 1156 | 0.4% |
| 0.1095 | 1134 | 0.4% |
| 0.1091 | 1110 | 0.4% |
| Other values (6267) | 283687 |
| Value | Count | Frequency (%) |
| 0.0327 | 2 | |
| 0.0328 | 1 | < 0.1% |
| 0.0333 | 1 | < 0.1% |
| 0.0334 | 1 | < 0.1% |
| 0.0336 | 1 | < 0.1% |
| 0.0337 | 1 | < 0.1% |
| 0.034 | 2 | |
| 0.0341 | 1 | < 0.1% |
| 0.0342 | 4 | |
| 0.0343 | 2 |
| Value | Count | Frequency (%) |
| 129.9261 | 1 | < 0.1% |
| 98.3064 | 1 | < 0.1% |
| 85.8287 | 1 | < 0.1% |
| 85.0777 | 8 | < 0.1% |
| 84.1934 | 6 | < 0.1% |
| 83.4702 | 21 | |
| 82.6184 | 13 | < 0.1% |
| 81.9217 | 24 | |
| 81.1007 | 30 | |
| 80.4289 | 38 |
R13 (MOhm)
Real number (ℝ)
| Distinct | 6393 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.026591 |
| Minimum | 0.0331 |
|---|---|
| Maximum | 74.7083 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0331 |
|---|---|
| 5-th percentile | 0.1008 |
| Q1 | 7.5964 |
| median | 20.873 |
| Q3 | 34.0587 |
| 95-th percentile | 51.8624 |
| Maximum | 74.7083 |
| Range | 74.6752 |
| Interquartile range (IQR) | 26.4623 |
Descriptive statistics
| Standard deviation | 17.036098 |
|---|---|
| Coefficient of variation (CV) | 0.77343324 |
| Kurtosis | -0.6984965 |
| Mean | 22.026591 |
| Median Absolute Deviation (MAD) | 13.1857 |
| Skewness | 0.35246744 |
| Sum | 6513263 |
| Variance | 290.22863 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1022 | 1185 | 0.4% |
| 0.1021 | 1167 | 0.4% |
| 0.1027 | 1151 | 0.4% |
| 0.1026 | 1150 | 0.4% |
| 0.1025 | 1150 | 0.4% |
| 0.1023 | 1133 | 0.4% |
| 0.1019 | 1124 | 0.4% |
| 0.1032 | 1097 | 0.4% |
| 0.1029 | 1083 | 0.4% |
| 0.1035 | 1061 | 0.4% |
| Other values (6383) | 284399 |
| Value | Count | Frequency (%) |
| 0.0331 | 1 | |
| 0.0332 | 1 | |
| 0.0334 | 2 | |
| 0.0336 | 1 | |
| 0.0337 | 1 | |
| 0.0338 | 1 | |
| 0.0339 | 2 | |
| 0.0341 | 1 | |
| 0.0342 | 2 | |
| 0.0343 | 1 |
| Value | Count | Frequency (%) |
| 74.7083 | 3 | < 0.1% |
| 73.4487 | 5 | < 0.1% |
| 72.8899 | 10 | < 0.1% |
| 72.2303 | 7 | < 0.1% |
| 71.6896 | 11 | < 0.1% |
| 71.0511 | 17 | < 0.1% |
| 70.5276 | 20 | |
| 69.9094 | 30 | |
| 69.4023 | 49 | |
| 68.8032 | 49 |
R14 (MOhm)
Real number (ℝ)
| Distinct | 6236 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28.25838 |
| Minimum | 0.0316 |
|---|---|
| Maximum | 92.521 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0316 |
|---|---|
| 5-th percentile | 0.1067 |
| Q1 | 9.4752 |
| median | 26.3557 |
| Q3 | 44.15375 |
| 95-th percentile | 67.8952 |
| Maximum | 92.521 |
| Range | 92.4894 |
| Interquartile range (IQR) | 34.67855 |
Descriptive statistics
| Standard deviation | 21.982871 |
|---|---|
| Coefficient of variation (CV) | 0.77792397 |
| Kurtosis | -0.89597229 |
| Mean | 28.25838 |
| Median Absolute Deviation (MAD) | 17.5361 |
| Skewness | 0.31717375 |
| Sum | 8356003.1 |
| Variance | 483.24663 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1071 | 2445 | 0.8% |
| 0.1075 | 2407 | 0.8% |
| 0.107 | 2380 | 0.8% |
| 0.1072 | 2372 | 0.8% |
| 0.1077 | 2365 | 0.8% |
| 0.1074 | 2309 | 0.8% |
| 0.1069 | 2235 | 0.8% |
| 0.1078 | 2189 | 0.7% |
| 0.108 | 2169 | 0.7% |
| 0.1079 | 2126 | 0.7% |
| Other values (6226) | 272703 |
| Value | Count | Frequency (%) |
| 0.0316 | 1 | < 0.1% |
| 0.032 | 1 | < 0.1% |
| 0.0321 | 1 | < 0.1% |
| 0.0322 | 3 | |
| 0.0325 | 2 | < 0.1% |
| 0.0326 | 5 | |
| 0.0327 | 2 | < 0.1% |
| 0.0328 | 2 | < 0.1% |
| 0.0329 | 6 | |
| 0.033 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 92.521 | 1 | < 0.1% |
| 88.7468 | 1 | < 0.1% |
| 87.7697 | 1 | < 0.1% |
| 86.9716 | 1 | < 0.1% |
| 86.0327 | 1 | < 0.1% |
| 85.2654 | 4 | < 0.1% |
| 84.3623 | 2 | < 0.1% |
| 83.6241 | 8 | < 0.1% |
| 82.7549 | 17 | |
| 82.0441 | 35 |
Auto
The auto setting is an interpretable pairwise column metric of the following mapping:- Variable_type-Variable_type : Method, Range
- Categorical-Categorical : Cramer's V, [0,1]
- Numerical-Categorical : Cramer's V, [0,1] (using a discretized numerical column)
- Numerical-Numerical : Spearman's ρ, [-1,1]
This configuration uses the recommended metric for each pair of columns.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.| Time (s) | CO (ppm) | Humidity (%r.h.) | Temperature (C) | Flow rate (mL/min) | Heater voltage (V) | R1 (MOhm) | R2 (MOhm) | R3 (MOhm) | R4 (MOhm) | R5 (MOhm) | R6 (MOhm) | R7 (MOhm) | R8 (MOhm) | R9 (MOhm) | R10 (MOhm) | R11 (MOhm) | R12 (MOhm) | R13 (MOhm) | R14 (MOhm) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.000 | 0.0 | 49.21 | 26.38 | 247.2771 | 0.1994 | 0.5114 | 0.5863 | 0.5716 | 1.9386 | 1.1669 | 0.7103 | 0.5541 | 51.0146 | 40.8079 | 47.8748 | 4.6007 | 1.0259 | 0.6300 | 0.4302 |
| 1 | 0.311 | 0.0 | 49.21 | 26.38 | 243.3618 | 0.7158 | 0.0626 | 0.1586 | 0.1161 | 0.1347 | 0.1385 | 0.1545 | 0.1307 | 0.1935 | 0.1341 | 0.1773 | 0.1403 | 0.1399 | 0.1243 | 0.1236 |
| 2 | 0.620 | 0.0 | 49.21 | 26.38 | 242.4944 | 0.8840 | 0.0654 | 0.1496 | 0.1075 | 0.1076 | 0.1131 | 0.1363 | 0.1188 | 0.1195 | 0.1049 | 0.1289 | 0.1189 | 0.1216 | 0.1106 | 0.1130 |
| 3 | 0.930 | 0.0 | 49.21 | 26.38 | 241.6242 | 0.8932 | 0.0722 | 0.1444 | 0.1074 | 0.1032 | 0.1106 | 0.1306 | 0.1190 | 0.1125 | 0.1014 | 0.1232 | 0.1153 | 0.1185 | 0.1091 | 0.1114 |
| 4 | 1.238 | 0.0 | 49.21 | 26.38 | 240.8151 | 0.8974 | 0.0767 | 0.1417 | 0.1098 | 0.1025 | 0.1116 | 0.1284 | 0.1208 | 0.1111 | 0.1008 | 0.1226 | 0.1140 | 0.1175 | 0.1090 | 0.1111 |
| 5 | 1.547 | 0.0 | 49.21 | 26.38 | 240.8484 | 0.8980 | 0.0801 | 0.1409 | 0.1127 | 0.1027 | 0.1139 | 0.1276 | 0.1229 | 0.1109 | 0.1005 | 0.1221 | 0.1135 | 0.1170 | 0.1091 | 0.1108 |
| 6 | 1.856 | 0.0 | 49.21 | 26.38 | 240.8818 | 0.8987 | 0.0826 | 0.1415 | 0.1158 | 0.1037 | 0.1159 | 0.1280 | 0.1252 | 0.1107 | 0.1004 | 0.1221 | 0.1132 | 0.1167 | 0.1091 | 0.1106 |
| 7 | 2.165 | 0.0 | 49.21 | 26.38 | 240.9152 | 0.8990 | 0.0849 | 0.1426 | 0.1188 | 0.1049 | 0.1181 | 0.1286 | 0.1273 | 0.1106 | 0.1001 | 0.1223 | 0.1128 | 0.1167 | 0.1092 | 0.1106 |
| 8 | 2.475 | 0.0 | 49.21 | 26.38 | 240.8486 | 0.8990 | 0.0866 | 0.1439 | 0.1216 | 0.1061 | 0.1203 | 0.1294 | 0.1291 | 0.1107 | 0.1001 | 0.1221 | 0.1125 | 0.1163 | 0.1092 | 0.1104 |
| 9 | 2.784 | 0.0 | 49.21 | 26.38 | 240.7611 | 0.8990 | 0.0880 | 0.1452 | 0.1238 | 0.1072 | 0.1220 | 0.1304 | 0.1310 | 0.1107 | 0.1001 | 0.1221 | 0.1123 | 0.1160 | 0.1092 | 0.1103 |
| Time (s) | CO (ppm) | Humidity (%r.h.) | Temperature (C) | Flow rate (mL/min) | Heater voltage (V) | R1 (MOhm) | R2 (MOhm) | R3 (MOhm) | R4 (MOhm) | R5 (MOhm) | R6 (MOhm) | R7 (MOhm) | R8 (MOhm) | R9 (MOhm) | R10 (MOhm) | R11 (MOhm) | R12 (MOhm) | R13 (MOhm) | R14 (MOhm) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 295690 | 90898.946 | 0.0 | 61.62 | 25.4200 | 46.007 | 0.2111 | 2.8783 | 6.7926 | 11.8239 | 7.3492 | 11.1457 | 12.5066 | 15.8836 | 29.7485 | 26.1101 | 31.7048 | 39.6371 | 43.5041 | 38.5658 | 50.9328 |
| 295691 | 90899.254 | 0.0 | 61.62 | 25.4200 | 0.000 | 0.2070 | 13.5060 | 26.8408 | 42.4311 | 20.5311 | 38.4192 | 40.2907 | 45.7480 | 60.6597 | 49.0530 | 60.5772 | 65.8307 | 64.9864 | 50.6424 | 66.8445 |
| 295692 | 90899.563 | 0.0 | 61.62 | 25.4200 | 0.000 | 0.2040 | 35.7839 | 54.8336 | 70.3356 | 28.2996 | 63.0524 | 69.7912 | 70.8143 | 71.9353 | 56.7266 | 75.1638 | 65.8307 | 74.2698 | 54.8616 | 73.0008 |
| 295693 | 90899.873 | 0.0 | 61.62 | 25.4200 | 0.000 | 0.2031 | 56.2454 | 73.7788 | 86.3116 | 32.3167 | 77.5210 | 80.6531 | 79.0768 | 70.6812 | 57.5820 | 69.8255 | 74.1205 | 71.3160 | 53.8044 | 70.6179 |
| 295694 | 90900.182 | 0.0 | 61.62 | 25.4200 | 0.000 | 0.2020 | 67.0368 | 82.7015 | 82.2033 | 31.6051 | 75.4675 | 79.1164 | 85.2249 | 71.9353 | 59.2182 | 75.1638 | 66.2834 | 71.8454 | 55.5677 | 73.0008 |
| 295695 | 90900.490 | 0.0 | 61.62 | 25.4168 | 0.000 | 0.2012 | 69.6423 | 78.3034 | 81.5100 | 33.0330 | 75.4675 | 86.6118 | 79.0768 | 68.2983 | 57.1512 | 68.7283 | 72.8909 | 67.4369 | 52.8453 | 69.4831 |
| 295696 | 90900.800 | 0.0 | 61.62 | 25.4131 | 0.000 | 0.2010 | 71.9176 | 75.6194 | 76.4748 | 30.5466 | 71.7732 | 74.2258 | 73.7472 | 70.1254 | 60.0710 | 70.9577 | 66.2834 | 65.9633 | 54.4839 | 71.7899 |
| 295697 | 90901.109 | 0.0 | 61.62 | 25.4094 | 0.000 | 0.2008 | 63.1793 | 69.6423 | 76.4748 | 30.8047 | 67.3691 | 67.0156 | 68.5895 | 70.1254 | 57.5820 | 72.1267 | 71.1727 | 63.1158 | 52.2052 | 70.6179 |
| 295698 | 90901.419 | 0.0 | 61.62 | 25.4025 | 0.000 | 0.2000 | 58.5022 | 64.5303 | 64.1416 | 28.5219 | 59.1755 | 60.5782 | 61.7820 | 66.6625 | 59.6029 | 67.6646 | 64.3359 | 60.8831 | 52.4943 | 68.3837 |
| 295699 | 90901.726 | 0.0 | 61.62 | 25.3938 | 0.000 | 0.2000 | 51.8702 | 58.8598 | 61.0401 | 28.1797 | 57.2027 | 61.0677 | 59.1825 | 65.5821 | 58.3888 | 68.7283 | 70.5488 | 63.1158 | 51.5801 | 69.4831 |